SmugSnake85 clearml-data only supports local files which it manages and uploads to a remote storage location. Managing references to remote data (as it seems you're looking for) is something supported in the clearml paid version (called hyper datasets, you can read about it here - https://clear.ml/docs/latest/docs/hyperdatasets/overview )